Cirkelline - Your Personal AI by Ivo SantosCirkelline - Your Personal AI by Ivo Santos

Cirkelline - Your Personal AI

Ivo Santos

Ivo Santos

Cirkelline - Your Personal AI Assistant
A multi-agent AI orchestration system where one conversational interface hides a team of specialist agents working together. Users talk to Cirkelline — behind the scenes, the system analyzes each request and routes it to the right expert.
The system features persistent session memory with emotional intelligence capture (detecting mood, urgency, and stress), a private knowledge base with hybrid semantic and keyword search for uploaded documents, multi-modal processing across audio, video, images, and documents, and real-time streaming responses. Built with complete user isolation and multi-tenant architecture with JWT middleware handling authentication and dependency injection. Session summaries prevent context overflow in long conversations.
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Posted Mar 4, 2026

Cirkelline - Your Personal AI Assistant A multi-agent AI orchestration system where one conversational interface hides a team of specialist agents working to...